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Upload brightness corruption dataset

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  1. README.md +81 -0
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README.md ADDED
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+ ---
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+ license: mit
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+ task_categories:
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+ - image-classification
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+ language:
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+ - en
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+ tags:
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+ - imagenet
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+ - corruption
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+ - robustness
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+ - computer-vision
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+ - image-classification
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+ size_categories:
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+ - 1M<n<10M
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+ ---
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+
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+ # Corruption Dataset: Brightness
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+
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+ ## Dataset Description
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+
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+ This dataset contains corrupted versions of ImageNet-1K images using **brightness** corruption. It is part of the ImageNet-C benchmark for evaluating model robustness to common image corruptions.
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+
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+ ### Dataset Structure
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+
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+ - **Train**: 1,281,167 corrupted images
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+ - **Validation**: 50,000 corrupted images
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+ - **Classes**: 1000 ImageNet-1K classes
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+ - **Format**: Arrow (Hugging Face Datasets)
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+
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+ ### Corruption Type: Brightness
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+
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+ Adjusts image brightness levels, simulating different lighting conditions.
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+
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+ ## Usage
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ # Load the dataset
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+ dataset = load_dataset("marcin-osial/corruption-brightness")
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+
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+ # Access train and validation splits
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+ train_dataset = dataset["train"]
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+ val_dataset = dataset["validation"]
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+
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+ # Example usage
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+ for example in train_dataset:
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+ image = example["image"]
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+ class_id = example["class_id"]
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+ filename = example["filename"]
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+ ```
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+
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+ ## Dataset Statistics
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+
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+ - **Total Images**: 1,331,167
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+ - **Train Images**: 1,281,167
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+ - **Validation Images**: 50,000
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+ - **Classes**: 1000
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+ - **Image Format**: RGB
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+ - **Average Image Size**: Variable (ImageNet-1K standard)
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+
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+ ## Citation
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+
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+ If you use this dataset, please cite the original ImageNet-C paper:
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+
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+ ```bibtex
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+ @article{hendrycks2019benchmarking,
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+ title={Benchmarking Neural Network Robustness to Common Corruptions and Perturbations},
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+ author={Hendrycks, Dan and Dietterich, Tom},
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+ journal={Proceedings of the International Conference on Learning Representations},
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+ year={2019}
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+ }
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+ ```
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+
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+ ## License
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+
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+ This dataset is released under the MIT License. The original ImageNet dataset follows its own licensing terms.
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+
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+ ## Contact
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+
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+ For questions or issues, please contact: marcin.osial@[your-institution].edu
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